Articles: emergency-services.
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J. Korean Med. Sci. · Dec 2024
Using Large Language Models to Extract Core Injury Information From Emergency Department Notes.
Injuries pose a significant global health challenge due to their high incidence and mortality rates. Although injury surveillance is essential for prevention, it is resource-intensive. This study aimed to develop and validate locally deployable large language models (LLMs) to extract core injury-related information from Emergency Department (ED) clinical notes. ⋯ Locally deployable LLMs, trained to extract core injury-related information from free-text ED clinical notes, demonstrated good performance. Generative LLMs can serve as versatile solutions for various injury-related information extraction tasks.
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Journal of women's health · Dec 2024
Postpartum Emergency Care Visits Among North Carolina Medicaid Beneficiaries, 2013-2019.
Objective: To describe the rate, timing, and primary diagnosis codes for emergency care visits up to 8 weeks (56 days) after live birth among Medicaid beneficiaries in North Carolina (NC). Materials and Methods: Using a linked dataset of Medicaid hospital claims and certificates of live birth, which included Medicaid beneficiaries who had a live-born infant in NC between January 1, 2013, and November 4, 2019, and met inclusion criteria (n = 321,879), we estimated week-specific visit rates for emergency care visits that did not result in hospital admission (outpatient) and those that did (inpatient). We assessed the 10 leading diagnosis code categories for emergency care visits and described the characteristics of people with 0, 1, or ≥2 outpatient emergency care visits. ⋯ Respiratory concerns and gastrointestinal concerns were the two leading diagnosis code categories for inpatient emergency care visits. Compared with those with zero outpatient emergency care visits, a greater proportion of people with ≥2 visits had less than a high school education, used tobacco during pregnancy, had Medicaid insurance outside of pregnancy, had mental health as a medical comorbidity, and/or had ≥2 medical comorbidities. Conclusions: These findings support scheduling health care visits early in the postpartum period, when emergency care visits are most frequent, and point to unmet needs for substance use support.
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Emerg Med Australas · Dec 2024
ReviewReview article: Strategies to improve emergency department care for adults living with disability: A systematic review.
Equitable access means that timely, sensitive and respectful treatment is offered to all people. Adults with disability access ED care more frequently than the general population. However, in Australia and internationally, people with disability experience poorer healthcare access and outcomes than the general population. ⋯ Three studies focused on the needs of people with intellectual disability, and one created a specific treatment pathway for people experiencing status epilepticus. No studies evaluated across patient experience, patient outcomes, system performance and staff experience, with limited evaluation of patient outcomes and system performance measures. We have referenced helpful resources published elsewhere and drawn from our previous reviews of ED care to provide guidance for the development and evaluation of targeted initiatives.
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ECGs performed at ED triage are mandatorily assessed by an emergency physician contributing to task interruptions, decreased quality of care and increased error risk. Recent literature suggests that a triage ECG interpreted as normal by the ECG machine software correlates with benign interpretation from attending cardiologists. Ambiguity persists regarding the safety of the normal computerized ECG interpretation and whether real-time physician review is needed. ⋯ A normal ECG interpretation from the GE Marquette 12SL ECG software at ED triage has a very high accuracy and a very low probability of clinically relevant change in patient outcome and ED trajectory.
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Emerg Med Australas · Dec 2024
Ocular trauma in badminton: A 5-year review of badminton-related eye injury emergency department presentations.
To examine the nature and severity of badminton-related ocular injuries in Melbourne, Australia. ⋯ Hyphaema, commotio retinae and traumatic uveitis were the most commonly diagnosed injuries. The majority of patients with badminton-related eye injuries required medical treatment, and some necessitated surgical intervention. To mitigate these risks, there is a pressing need to develop an eye safety policy for Australian badminton players, and players should exercise caution when wearing spectacles during play to prevent potential penetrating eye injuries.